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Tytuł:
A New Neural Networks Model for Calculating the Continuous Cooling Transformation Diagrams
Autorzy:
Trzaska, J.
Powiązania:
https://bibliotekanauki.pl/articles/351678.pdf
Data publikacji:
2018
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
CCT diagram
modelling
neural network
heat treatment
steel
Opis:
The article shows a new model of Continuous Cooling Transformation (CCT) diagrams of structural steels and engineering steels. The modelling used artificial neural networks and a set of experimental data prepared based on 550 CCT diagrams published in the literature. The model of CCT diagrams forms 17 artificial neural networks which solve classification and regression tasks. Neural model is implemented in a computer software that enables calculation of a CCT diagram based on chemical composition of steel and its austenitizing temperature.
Źródło:
Archives of Metallurgy and Materials; 2018, 63, 4; 2009-2015
1733-3490
Pojawia się w:
Archives of Metallurgy and Materials
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Calculation of Critical Temperatures by Empirical Formulae
Autorzy:
Trzaska, J.
Powiązania:
https://bibliotekanauki.pl/articles/355194.pdf
Data publikacji:
2016
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
CCT diagram
modeling
heat treatment
steel
Opis:
The paper presents formulas used to calculate critical temperatures of structural steels. Equations that allow calculating temperatures Ac1, Ac3, Ms and Bs were elaborated based on the chemical composition of steel. To elaborate the equations the multiple regression method was used. Particular attention was paid to the collection of experimental data which was required to calculate regression coefficients, including preparation of data for calculation. The empirical data set included more than 500 chemical compositions of structural steel and has been prepared based on information available in literature on the subject.
Źródło:
Archives of Metallurgy and Materials; 2016, 61, 2B; 981-986
1733-3490
Pojawia się w:
Archives of Metallurgy and Materials
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Effect of Plastic Deformation on CCT-Diagram of Multi-Phase Forging Steel
Autorzy:
Wojtach, A.
Opiela, M.
Powiązania:
https://bibliotekanauki.pl/articles/2023786.pdf
Data publikacji:
2021
Wydawca:
Stowarzyszenie Inżynierów i Techników Mechaników Polskich
Tematy:
microstructure
multi-phase steels
CCT diagram
supercooled austenite
mikrostruktura
stale wielofazowe
diagram CCT
austenit przechłodzony
Opis:
The paper presents the results of research on the influence of plastic deformation and cooling conditions on microstructure, hardness and a shape of CCT-diagram (Continuous Cooling Transformations) of newly developed multi-phase steel assigned for die forgings, combining high strength, crack resistance and fatigue strength. The diagrams of undeformed and plastically deformed supercooled austenite transformations of steel, containing 0.175% C, 1.87% Mn, 1.0% Si, 0.22% Mo as well as Ti and V microadditions in concentration of 0.031% and 0.022%, respectively, were determined. Dilatometric tests were performed using a Bahr 805 A/D dilatometer. Specimens were austenitized at the temperature of 1000°C for 300 s and successively cooled to ambient temperature at a rate ranging from 60°C/s to 0.1°C/s. In order to determine the influence of plastic deformation on the shape of CCT-diagram, samples were deformed at the temperature of 1000°C, using a 50% degree of deformation, and then cooled in the same rate range as the samples which were not plastically deformed. The tests showed the following temperature results: Ac3 = 960°C, Ac1 = 832°C and a relatively low MS temperature equal 330°C. Plastic deformation of steel at the temperature of 1000°C, prior to the beginning of phase transformations, leads to significant increase in the ferritic transformation range, shifting the temperature of the beginning of this transformation to higher temperature in the entire range of cooling rates. It was also revealed that the specimens, plastically deformed at the austenitizing temperature, exhibit higher hardness compared to the specimens which were not plastically deformed, cooled with the same cooling rate. The elaborated CCT-diagrams of supercooled austenite transformations constitute the basis for correct development of the conditions of thermo-mechanical treatment of forgings from the tested steel.
Źródło:
Advances in Science and Technology. Research Journal; 2021, 15, 4; 72-80
2299-8624
Pojawia się w:
Advances in Science and Technology. Research Journal
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Empirical Formulae for The Calculation of Austenite Supercooled Transformation Temperatures
Zależności empiryczne do obliczania temperatury przemian austenitu przechłodzonego
Autorzy:
Trzaska, J.
Powiązania:
https://bibliotekanauki.pl/articles/354993.pdf
Data publikacji:
2015
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
CCT diagram
modeling
heat treatment
steel
diagram CCT
modelowanie
obróbka cieplna
stal
Opis:
The paper presents empirical formulae for the calculation of austenite supercooled transformation temperatures, basing on the chemical composition, austenitising temperature and cooling rate. The multiple regression method was used. Four equations were established allowing to calculate temperature of the start area of ferrite, perlite, bainite and martensite at the given cooling rate. The calculation results obtained do not allow to determine the cooling rate range of ferritic, pearlitic, bainitic and martensite transformations. Classifiers based on logistic regression or neural network were established to solve this problem.
W pracy przedstawiono zależności empiryczne do obliczania temperatury przemian austenitu przechłodzonego na podstawie składu chemicznego, temperatury austenityzowania i szybkości chłodzenia. Zastosowano metodę regresji wielorakiej. Opracowano cztery równania, które umożliwiają obliczenie temperatury początku przemiany ferrytycznej, perlitycznej, baini-tycznej i martenzytycznej. Wyniki obliczeń nie pozwalają na wyznaczenie zakresu szybkości chłodzenia, dla których występują przemiany ferrytyczna, perlityczna, bainityczna i martenzytyczna. Do rozwiązania problemu opracowano klasyfikatory stosując regresję logistyczną lub sztuczne sieci neuronowe.
Źródło:
Archives of Metallurgy and Materials; 2015, 60, 1; 181-185
1733-3490
Pojawia się w:
Archives of Metallurgy and Materials
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Empirical formulas for calculating Continuous Cooling Transformation diagrams
Autorzy:
Trzaska, J.
Powiązania:
https://bibliotekanauki.pl/articles/366696.pdf
Data publikacji:
2019
Wydawca:
Stowarzyszenie Komputerowej Nauki o Materiałach i Inżynierii Powierzchni w Gliwicach
Tematy:
computational materials science
steel
regression analysis
CCT diagrams
obliczeniowa nauka o materiałach
stal
regresja
wykresy CTPc
Opis:
Purpose: The paper presents empirical formulas for the calculation of Continuous Cooling Transformation (CCT) diagram basing on the chemical composition and austenitizing temperature. Design/methodology/approach: In the method of calculating CCT diagrams proposed in the paper, two types of tasks are solved. First task is classification and consists in determining the range of cooling rate for particular phase transformations. The second task is regression, which aims at calculating the transformations temperature, hardness and volume fraction of phases in steel. The model of CCT diagrams was developed using multiple regression and logistic regression methods. Research limitations/implications: CCT diagrams can be calculated according to the presented method, if the chemical composition of steel meets the criteria defined by the application range of the model. Practical implications: The formulas presented in the article can be used to determine the conditions for heat treatment of structural steels. Originality/value: The paper presents the method for calculating CCT diagrams of the structural steels and engineering steels, depending on their chemical composition as well as austenitizing temperature.
Źródło:
Journal of Achievements in Materials and Manufacturing Engineering; 2019, 97, 1; 21-30
1734-8412
Pojawia się w:
Journal of Achievements in Materials and Manufacturing Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Empirical formulas for the calculations of the hardness of steels cooled from the austenitizing temperature
Autorzy:
Trzaska, J.
Powiązania:
https://bibliotekanauki.pl/articles/356569.pdf
Data publikacji:
2016
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
CCT diagram
modeling
heat treatment
steel
hardness
Opis:
In this paper, the equations applied for the purpose of the calculations of the hardness of continuously cooled structural steels upon the basis of the temperature of austenitizing. The independent variables of the hardness model were: the mass concentrations of elements, the austenitizing temperature and the cooling rate. The equations were developed with the application of the following methods: multiple regression and logistic regression. In this paper, attention was paid to preparing data for the purpose of calculations, to the methodology of the calculations, and also to the assessment of the quality of developed formulas. The collection of empirical data was prepared upon the basis of more than 500 CCT diagrams.
Źródło:
Archives of Metallurgy and Materials; 2016, 61, 3; 1297-1302
1733-3490
Pojawia się w:
Archives of Metallurgy and Materials
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Examples of Simulation of the Alloying Elements Effect on Austenite Transformations During Continuous Cooling
Autorzy:
Trzaska, Jacek
Powiązania:
https://bibliotekanauki.pl/articles/2049560.pdf
Data publikacji:
2021
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
CCT diagram
simulation
neural network
heat treatment
steel
Opis:
The article shows examples of simulation of the chemical composition effect on austenite transformation during continuous cooling. The calculations used own neural model of CCT (Continuous Cooling Transformation) diagrams describing austenite transformations that occur during continuous cooling. The model allows to calculate a CCT diagrams of structural steels and engineering steels based on chemical composition of steel and austenitizing temperature. Examples of simulation shown herein are related to the effect of selected elements on the temperatures of phase transformations, hardness and volume fraction of ferrite, pearlite, bainite and martensite in steel.
Źródło:
Archives of Metallurgy and Materials; 2021, 66, 1; 331-337
1733-3490
Pojawia się w:
Archives of Metallurgy and Materials
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Influence of Pre-heat Treatment on Mechanical Properties of Austempered Ductile Cast Iron
Autorzy:
Nawrocki, P.
Wasiluk, K.
Łukasik, K.
Myszka, D.
Powiązania:
https://bibliotekanauki.pl/articles/380943.pdf
Data publikacji:
2018
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
ausferritic ductile iron
heat treatment
dilatometric studies
JMatPro
CCT and TTT diagrams
żeliwo sferoidalne
obróbka cieplna
badania dylatometryczne
program JMatPro
Opis:
The paper presents the effect of pre-heat treatment on the mechanical properties of ductile cast iron with elevated content of Cu and Mo elements. Austempered Ductile Iron is a material with non-standard properties, combining high tensile strength and abrasion resistance with very good plasticity. In addition, it is prone to strain hardening and have good machining abilities. The study was conducted for five designed heat treatment cycles. The variables were the time and temperature of the pre-heat treatment, followed by one of two standard heat treatments for ADI cast iron. The aim of the authors was fragmentation of the grains of perlite during the initial heat treatment. It is presumed, that subsequent heat treatment will cause further refinement of the microstructure than would be the case without initial heat treatment. Diffusion is much faster than in case of ferritic matrix of cast iron. The results will be used to evaluate material for the production of parts of equipment that must operate under extreme load conditions.
Źródło:
Archives of Foundry Engineering; 2018, 18, 1; 176-180
1897-3310
2299-2944
Pojawia się w:
Archives of Foundry Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Innowacyjność gospodarcza i społeczna jako strategia rozwoju Ameryki Łacińskiej w perspektywie historycznej
Economic and social innovativeness as a development strategy of Latin America in the historical perspective
Autorzy:
Gocłowska-Bolek, Joanna
Powiązania:
https://bibliotekanauki.pl/articles/596092.pdf
Data publikacji:
2014
Wydawca:
Łódzkie Towarzystwo Naukowe
Tematy:
innowacyjność
konkurencyjność
Ameryka Łacińska
Brazylia
CCT
innovation
competitiveness
Latin America
Brazil
Opis:
In the case of Latin America, governments are increasingly aware of the importance of innovation for economic development. Programs supporting innovation and stimulating linkages between business and science are becoming more and more frequent as a permanent feature of economic policy. For such a highly stratified societies, the removal of barriers in the redistribution of wealth and knowledge is a huge challenge, while in the meantime a key condition for starting development mechanisms. Brazil is an interesting example in this field. Social innovation is one of the key elements of governmental innovation policy. Many countries in Latin America are now using CCT programs as a major tool of their social policy since they have been proven to be very effective in helping poor families. The results of these efforts are likely to be visible in the next decade, but even today you may develop a far-reaching optimism in this regard.
Źródło:
Studia Prawno-Ekonomiczne; 2014, XCII (92); 263-280
0081-6841
Pojawia się w:
Studia Prawno-Ekonomiczne
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Interpretations of Cooling Dilatograms in the Range of the Bainitic and Martensitic Transformations
Interpretacja dylatogramów chłodzenia w zakresie przemiany bainitycznej i martenzytycznej
Autorzy:
Pacyna, J.
Powiązania:
https://bibliotekanauki.pl/articles/355318.pdf
Data publikacji:
2014
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
cooling dilatograms
undercooled austenite
CCT diagrams
upper and lower bainite
martensite
dylatogram chłodzenia
przechłodzony austenit
chłodzenie ciągłe
bainit dolny
bainit górny
martenzyt
Opis:
The method of interpretation of cooling dilatograms of undercooled austenite during its transformation into upper and lower bainite (UB and LB) and into martensite (M), applied in the Laboratory of Phase Transformations of AGH University of Science and Technology in Krakow, is presented in the hereby paper. The relation of the mechanism of the mentioned above transformations to places on the dilatometric curve where transformations start and where they are continued was indicated. An appeal for the unified, correct interpretation of dilatograms of phase transformations, in all laboratories of the world, was formulated. This will allow the formation of equally accurate diagrams of the kinetics of phase transformation of undercooled austenite at its continuous cooling (CCT). In consequence, this could provide a development of more advanced heat treatment technologies. Such approach will also allow for the correct assessment of the influence of the alloying elements on the stability of austenite and phase transformation temperatures at its cooling.
W pracy opisano sposób interpretacji dylatogramów oziębiania przechłodzonego austenitu w zakresie przemiany w bainit górny (UB) i dolny (LB) oraz w martenzyt (M), stosowany w Laboratorium Przemian Fazowych Akademii Górniczo-Hutniczej w Krakowie. Wskazano na związek mechanizmu każdej z ww. przemian z miejscem na krzywej dylatometrycznej (temperatura), gdzie przemiany startują i miejscem gdzie są kontynuowane. Sformułowano apel o jednolitą, poprawną interpretację dylatogramów przemian fazowych we wszystkich laboratoriach świata. Umożliwi to tworzenie jednakowo precyzyjnych wykresów kinetyki przemian fazowych przechłodzonego austenitu przy chłodzeniu ciągłym (CTPc) i w konsekwencji - tworzenie bardziej doskonałych technologii obróbki cieplnej. Pozwoli także na poprawną ocenę wpływu pierwiastków stopowych na stabilność austenitu i temperatury przemian fazowych przy jego oziębianiu.
Źródło:
Archives of Metallurgy and Materials; 2014, 59, 4; 1679-1683
1733-3490
Pojawia się w:
Archives of Metallurgy and Materials
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Microstructure and abrasive wear resistance of 18Cr-4Ni-2.5Mo cast steel
Autorzy:
Kalandyk, B.
Powiązania:
https://bibliotekanauki.pl/articles/380296.pdf
Data publikacji:
2012
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
stal wysokostopowa Cr-Ni
mikrostruktura
wykres CTPc
zużycie ścierne
highly alloyed Cr-Ni cast steel
microstructure
equivalent Cr and Ni
CCT diagrams
abrasive wear
Opis:
An influence of a decreased Cr content on the microstructure of the highly alloyed Cr-Ni cast steel, duplex type, melted under laboratory conditions, was characterized in the paper. The microstructure investigations were performed in the initial state and after the heat treatment (solution annealing) at 1060 C as well as the phase transformation kinetics at continuous cooling was measured. The wear resistance of the investigated cast steel was tested and compared with the 24%Cr-5%Ni-2.5%Mo cast steel. The Cr content decrease, in ferritic-austenitic cast steels (duplex), from 24-26%Cr to 18% leads to the changes of the castings microstructure and eliminating of a brittle \sigma phase. In dependence of the casting cooling rate, apart from ferrite and austenite, also fine martensite precipitates occur in the casting structure. It was shown that the investigated cast steel is characterised by a slightly lower wear resistance than the typical cast steel duplex grades.
Źródło:
Archives of Foundry Engineering; 2012, 12, 4; 81-84
1897-3310
2299-2944
Pojawia się w:
Archives of Foundry Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Numerical Modelling and Measurements of Temperature for Tests of Structural Transformations in Steels under Welding Conditions
Autorzy:
Mikno, Z.
Stępień, M.
Grzesik, B.
Powiązania:
https://bibliotekanauki.pl/articles/352069.pdf
Data publikacji:
2020
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
FEM
thermocouple measurement
CCT diagrams
Opis:
This paper presents the way in which temperature is measured in tests concerning structural transformations in various types of steel under welding conditions. In the test methodology, a small-sized steel specimen was subjected to simulated welding thermal cycles, during which the temperature of the specimen, changes in magnetic permeability and thermal expansion were measured simultaneously. The measurements of those parameters required the non-contact heating of the specimen, which involved the use of heating lamps. The temperature measurement was of key importance because the subsequent analysis of the remaining parameters was performed in the function of temperature. The tests of structural transformations resulted in the development of Continuous Cooling Transformation under welding conditions (CCT) diagrams, enabling the determination of steel weldability and constituting the source of information needed to determine the effect of welding thermal cycles on the structure and properties of the material subjected to the tests. Related numerical models to be used as the basis for the analysis of temperature distribution in the test specimen have been developed. These tests involved the analysis of the values and the distribution of temperature in relation to various model parameters, i.e. thermocouple types, geometrical features of a thermocouple junction and the diameter of thermocouple wires. The results of FEM calculations have been compared to the experiments.
Źródło:
Archives of Metallurgy and Materials; 2020, 65, 4; 1405-1415
1733-3490
Pojawia się w:
Archives of Metallurgy and Materials
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Numerical Simulation of the Phase Transformations in Steels: A Case Study on Newly-Developed Multi-Phase Steels for Drop Forgings
Autorzy:
Wojtacha, Anna
Opiela, Marek
Powiązania:
https://bibliotekanauki.pl/articles/2024137.pdf
Data publikacji:
2021
Wydawca:
Stowarzyszenie Inżynierów i Techników Mechaników Polskich
Tematy:
numerical simulation
CCT diagram
TTT diagram
multi-phase steels
symulacja numeryczna
wykres CCT
wykres TTT
stale wielofazowe
Opis:
The aim of the work was to determine the diagrams of phase evolution under equilibrium conditions and numerical simulation of austenite phase transformations under non-equilibrium conditions, as well as to determine CCT (Continuous Cooling Transformation) and TTT (Temperature Time Transformation) diagrams with the use of JMatPro software. The subject of the analysis were two newly elaborated multiphase steels assigned for production of forgings: steel A, containing of 0.165% C, 2% Mn, 1.11% Si and steel B, containing 0.175% C, 1,87% Mn, 1% Si, 0.22% Mo and Ti and V microadditions at a concentration of 0.031% and 0.022%, respectively. The performed simulation revealed that the investigated steels have similar critical temperatures under equilibrium conditions: Ac1 ~ 680°C, Ac3 ~ 830°C. The chemical composition of steel B and the interaction of Mo, Ti and V in particular, determine that diffusion transformations, i.e. ferritic and pearlitic, in the elaborated CCT and TTT diagrams are significantly shifted to longer times in relation to the position of these transformations in the diagrams for steel A. A distinct delay also concerns the bainitic transformation. Moreover, it was found that the MS temperature of steel B is slightly lower. The determined CCT and TTT diagrams are essentially helpful in the development of heat and thermo-mechanical treatment conditions for new steel grades.
Źródło:
Advances in Science and Technology. Research Journal; 2021, 15, 1; 126-133
2299-8624
Pojawia się w:
Advances in Science and Technology. Research Journal
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Określenie optymalnych parametrów obróbki hartowania z przemianą izotermiczną żeliwa sferoidalnego Ni-Cu (Mo,Mn) na podstawie wykresów CTPc i CTPi
Determination of the optimal austempering parameters of Ni-Cu (Mo,Mn) ductile iron based on CCT and TTT diagrams
Autorzy:
Gazda, A.
Powiązania:
https://bibliotekanauki.pl/articles/391454.pdf
Data publikacji:
2016
Wydawca:
Sieć Badawcza Łukasiewicz - Instytut Odlewnictwa
Tematy:
ADI
ausferryt
wykres CTPc
wykres CTPi
ausferrite
CCT diagram
TTT diagram
Opis:
W pracy przeprowadzono kompleksową procedurę określenia optymalnych parametrów obróbki cieplnej żeliwa sferoidalnego z dodatkiem Ni, Cu, Mo i Mn poddanego hartowaniu z przemianą izotermiczną w celu uzyskania żeliwa ADI. Na podstawie skonstruowanych wykresów CTPc i CTPi wyznaczono podstawowe parametry obróbki – temperaturę i czas austenityzacji, krytyczną szybkość studzenia do temperatury przemiany izotermicznej oraz dla dowolnych, wybranych wartości temperatury ausferrytyzacji – czas ausferrytyzacji. Stwierdzono, że dla temperatury przemiany izotermicznej powyżej 400°C okno procesu jest zamknięte. Analiza wykresu CTPi stwarza możliwość doboru czasu przemiany izotermicznej w złożonych i cyklicznych wariantach obróbki cieplnej ADI.
In the research, a complex procedure was performed to determine the optimal parameters of thermal treatment of ductile iron with Ni, Cu, Mo and Mn additions which underwent austempering in order to obtain the ADI cast iron. Based on the constructed CCT and TTT diagrams, the basic heat treatment parameters were determined, i.e. the austenitizing temperature and time, the critical rate of cooling down to the isothermal transformation temperature and – for the selected values of the austempering temperature – the austempering times. It was established that, for the isothermal transformation temperature above 400°C, the processing window is closed. The analysis of the TTT diagram makes it possible to select the time of the isothermal transformation in complex cyclic variants of the ADI thermal treatment.
Źródło:
Prace Instytutu Odlewnictwa; 2016, 56, 2; 133-145
1899-2439
Pojawia się w:
Prace Instytutu Odlewnictwa
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Polska Platforma CTW
Polish CCT Platform
Autorzy:
Knapik, M.
Powiązania:
https://bibliotekanauki.pl/articles/272171.pdf
Data publikacji:
2008
Wydawca:
Górnośląska Wyższa Szkoła Pedagogiczna im. Kardynała Augusta Hlonda
Tematy:
Polska Platforma CTW
technologia
CO2
Vattenfall Polska
Polish CCT Platform
technology
Opis:
Omówiono porozumienie mające na celu wprowadzenie w przedsiębiorstwach zajmujących się na terenie Polski produkcją energii elektrycznej "czystych technologii węglowych". Zaprezentowano też zakres działań firmy Vattenfall.
An agreement aimed at the implementing clean coal technologies in enterprises producing electric power is discussed. The scope of activities of the Vattenfall company is also presented.
Źródło:
Problemy Ekologii; 2008, R. 12, nr 6, 6; 306-308
1427-3381
Pojawia się w:
Problemy Ekologii
Dostawca treści:
Biblioteka Nauki
Artykuł
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